Less can be better: decomposing clinical data modalities in large language model-based healthcare applications.

Peng C, Lyu M, Chen Z, Wu Y

DOI: 10.1093/jamia/ocag146
Published: 2026 Sep 5
Container: Journal of the American Medical Informatics Association : JAMIA
Publisher: Not recorded
Open access: yes

Credibility signals

limited evidence Score 45/100 under policy 1.0.0. This is a metadata assessment, not a judgment of the paper's conclusions.

Show all credibility signals

cautionDOI registered: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
cautionDOI resolves: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility. Source: DOAJ; license: CC0
not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredROR affiliation: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
supportingOpen access status: Normalized open-access status: open. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
not scoredPublication license: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredPublication version: A publication version was supplied but is not scored. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer

Cite this work

BibTeX

@article{allodium:10.1093/jamia/ocag146,
  title = {Less can be better: decomposing clinical data modalities in large language model-based healthcare applications.},
  author = {Peng C and Lyu M and Chen Z and Wu Y},
  year = {2026},
  journal = {Journal of the American Medical Informatics Association : JAMIA},
  doi = {10.1093/jamia/ocag146},
  url = {https://doi.org/10.1093/jamia/ocag146}
}

RIS

TY  - JOUR
TI  - Less can be better: decomposing clinical data modalities in large language model-based healthcare applications.
AU  - Peng C
AU  - Lyu M
AU  - Chen Z
AU  - Wu Y
PY  - 2026
JO  - Journal of the American Medical Informatics Association : JAMIA
DO  - 10.1093/jamia/ocag146
UR  - https://doi.org/10.1093/jamia/ocag146
ER  -

APA

C, P., M, L., Z, C., & Y, W. (2026). Less can be better: decomposing clinical data modalities in large language model-based healthcare applications.. Journal of the American Medical Informatics Association : JAMIA. https://doi.org/10.1093/jamia/ocag146

Source records

pubmed · retrieved 2026-09-25T00:18:22.594Z